Relatório de Análise de Dados

Dataset statistics

Number of variables	16
Number of observations	690
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	86.4 KiB
Average record size in memory	128.2 B

Variable types

Numeric	9
Categorical	7

Alerts

`A8` is highly overall correlated with `Class`	High correlation
`Class` is highly overall correlated with `A8`	High correlation
`A12` is highly imbalanced (68.4%)	Imbalance
`CustomerID` has unique values	Unique
`A3` has 19 (2.8%) zeros	Zeros
`A7` has 70 (10.1%) zeros	Zeros
`A10` has 395 (57.2%) zeros	Zeros
`A13` has 132 (19.1%) zeros	Zeros

Reproduction

Analysis started	2025-03-11 00:05:58.358643
Analysis finished	2025-03-11 00:06:05.595870
Duration	7.24 seconds
Software version	ydata-profiling vv4.13.0
Download configuration	config.json

CustomerID
Real number (ℝ)

Unique

Distinct	690
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15690471

Minimum	15565714
Maximum	15815443
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.5 KiB

Quantile statistics

Minimum	15565714
5-th percentile	15577630
Q1	15631687
median	15690161
Q3	15751896
95-th percentile	15801459
Maximum	15815443
Range	249729
Interquartile range (IQR)	120209

Descriptive statistics

Standard deviation	71506.474
Coefficient of variation (CV)	0.0045573186
Kurtosis	-1.161133
Mean	15690471
Median Absolute Deviation (MAD)	60397.5
Skewness	-0.0029982826
Sum	1.0826425 × 10¹⁰
Variance	5.1131758 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15592412	1	0.1%
15776156	1	0.1%
15699294	1	0.1%
15615296	1	0.1%
15711759	1	0.1%
15672357	1	0.1%
15611794	1	0.1%
15606554	1	0.1%
15813192	1	0.1%
15730150	1	0.1%
Other values (680)	680	98.6%

Value	Count	Frequency (%)
15565714	1	0.1%
15565996	1	0.1%
15566495	1	0.1%
15567834	1	0.1%
15567839	1	0.1%
15567860	1	0.1%
15567919	1	0.1%
15568162	1	0.1%
15568469	1	0.1%
15568819	1	0.1%

Value	Count	Frequency (%)
15815443	1	0.1%
15815271	1	0.1%
15815095	1	0.1%
15815040	1	0.1%
15814116	1	0.1%
15813718	1	0.1%
15813363	1	0.1%
15813192	1	0.1%
15812918	1	0.1%
15812766	1	0.1%

A1
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	33.8 KiB

1	468
0	222

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	690
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	468	67.8%
0	222	32.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	468	67.8%
0	222	32.2%

Most occurring characters

Value	Count	Frequency (%)
1	468	67.8%
0	222	32.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	468	67.8%
0	222	32.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	468	67.8%
0	222	32.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	468	67.8%
0	222	32.2%

A2
Real number (ℝ)

Distinct	350
Distinct (%)	50.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.568203

Minimum	13.75
Maximum	80.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.5 KiB

Quantile statistics

Minimum	13.75
5-th percentile	17.956
Q1	22.67
median	28.625
Q3	37.7075
95-th percentile	56.231
Maximum	80.25
Range	66.5
Interquartile range (IQR)	15.0375

Descriptive statistics

Standard deviation	11.853273
Coefficient of variation (CV)	0.37548139
Kurtosis	1.1920586
Mean	31.568203
Median Absolute Deviation (MAD)	6.795
Skewness	1.155935
Sum	21782.06
Variance	140.50008
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31.57	12	1.7%
22.67	9	1.3%
20.42	7	1.0%
25	6	0.9%
19.17	6	0.9%
20.67	6	0.9%
23.58	6	0.9%
18.83	6	0.9%
24.5	6	0.9%
22.5	6	0.9%
Other values (340)	620	89.9%

Value	Count	Frequency (%)
13.75	1	0.1%
15.17	1	0.1%
15.75	1	0.1%
15.83	2	0.3%
15.92	1	0.1%
16	2	0.3%
16.08	2	0.3%
16.17	1	0.1%
16.25	2	0.3%
16.33	3	0.4%

Value	Count	Frequency (%)
80.25	1	0.1%
76.75	1	0.1%
74.83	1	0.1%
73.42	1	0.1%
71.58	1	0.1%
69.5	1	0.1%
69.17	1	0.1%
68.67	1	0.1%
67.75	1	0.1%
65.42	1	0.1%

A3
Real number (ℝ)

Zeros

Distinct	215
Distinct (%)	31.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.7587246

Minimum	0
Maximum	28
Zeros	19
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	5.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.165
Q1	1
median	2.75
Q3	7.2075
95-th percentile	14
Maximum	28
Range	28
Interquartile range (IQR)	6.2075

Descriptive statistics

Standard deviation	4.9781632
Coefficient of variation (CV)	1.0461129
Kurtosis	2.2740219
Mean	4.7587246
Median Absolute Deviation (MAD)	2.21
Skewness	1.4888131
Sum	3283.52
Variance	24.782109
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.5	21	3.0%
3	19	2.8%
2.5	19	2.8%
0	19	2.8%
0.75	16	2.3%
1.25	16	2.3%
0.5	15	2.2%
5	14	2.0%
6.5	12	1.7%
4	12	1.7%
Other values (205)	527	76.4%

Value	Count	Frequency (%)
0	19	2.8%
0.04	5	0.7%
0.08	1	0.1%
0.085	1	0.1%
0.125	5	0.7%
0.165	8	1.2%
0.17	1	0.1%
0.205	3	0.4%
0.21	3	0.4%
0.25	6	0.9%

Value	Count	Frequency (%)
28	1	0.1%
26.335	1	0.1%
25.21	1	0.1%
25.125	1	0.1%
25.085	1	0.1%
22.29	1	0.1%
22	1	0.1%
21.5	1	0.1%
21	1	0.1%
20	1	0.1%

A4
Categorical

Distinct	3
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	33.8 KiB

2	525
1	163
3	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	690
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	1
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
2	525	76.1%
1	163	23.6%
3	2	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	525	76.1%
1	163	23.6%
3	2	0.3%

Most occurring characters

Value	Count	Frequency (%)
2	525	76.1%
1	163	23.6%
3	2	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	525	76.1%
1	163	23.6%
3	2	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	525	76.1%
1	163	23.6%
3	2	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	525	76.1%
1	163	23.6%
3	2	0.3%

A5
Real number (ℝ)

Distinct	14
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.3724638

Minimum	1
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	8
Q3	10
95-th percentile	14
Maximum	14
Range	13
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.6832648
Coefficient of variation (CV)	0.49959754
Kurtosis	-0.84904258
Mean	7.3724638
Median Absolute Deviation (MAD)	3
Skewness	-0.069190475
Sum	5087
Variance	13.566439
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
8	146	21.2%
11	78	11.3%
9	64	9.3%
3	59	8.6%
6	54	7.8%
1	53	7.7%
4	51	7.4%
13	41	5.9%
7	38	5.5%
14	38	5.5%
Other values (4)	68	9.9%

Value	Count	Frequency (%)
1	53	7.7%
2	30	4.3%
3	59	8.6%
4	51	7.4%
5	10	1.4%
6	54	7.8%
7	38	5.5%
8	146	21.2%
9	64	9.3%
10	25	3.6%

Value	Count	Frequency (%)
14	38	5.5%
13	41	5.9%
12	3	0.4%
11	78	11.3%
10	25	3.6%
9	64	9.3%
8	146	21.2%
7	38	5.5%
6	54	7.8%
5	10	1.4%

A6
Real number (ℝ)

Distinct	8
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6927536

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	4
Q3	5
95-th percentile	8
Maximum	9
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.9923161
Coefficient of variation (CV)	0.4245516
Kurtosis	-0.17813233
Mean	4.6927536
Median Absolute Deviation (MAD)	0
Skewness	0.46841183
Sum	3238
Variance	3.9693233
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
4	408	59.1%
8	138	20.0%
5	59	8.6%
1	57	8.3%
3	8	1.2%
9	8	1.2%
2	6	0.9%
7	6	0.9%

Value	Count	Frequency (%)
1	57	8.3%
2	6	0.9%
3	8	1.2%
4	408	59.1%
5	59	8.6%
7	6	0.9%
8	138	20.0%
9	8	1.2%

Value	Count	Frequency (%)
9	8	1.2%
8	138	20.0%
7	6	0.9%
5	59	8.6%
4	408	59.1%
3	8	1.2%
2	6	0.9%
1	57	8.3%

A7
Real number (ℝ)

Zeros

Distinct	132
Distinct (%)	19.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2234058

Minimum	0
Maximum	28.5
Zeros	70
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	5.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.165
median	1
Q3	2.625
95-th percentile	8.56875
Maximum	28.5
Range	28.5
Interquartile range (IQR)	2.46

Descriptive statistics

Standard deviation	3.3465134
Coefficient of variation (CV)	1.5051294
Kurtosis	11.200192
Mean	2.2234058
Median Absolute Deviation (MAD)	0.915
Skewness	2.8913304
Sum	1534.15
Variance	11.199152
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	70	10.1%
0.25	35	5.1%
0.04	33	4.8%
1	31	4.5%
0.125	30	4.3%
0.5	28	4.1%
0.085	26	3.8%
1.5	25	3.6%
0.165	22	3.2%
2.5	17	2.5%
Other values (122)	373	54.1%

Value	Count	Frequency (%)
0	70	10.1%
0.04	33	4.8%
0.085	26	3.8%
0.125	30	4.3%
0.165	22	3.2%
0.21	6	0.9%
0.25	35	5.1%
0.29	12	1.7%
0.335	5	0.7%
0.375	7	1.0%

Value	Count	Frequency (%)
28.5	1	0.1%
20	2	0.3%
18	1	0.1%
17.5	1	0.1%
16	1	0.1%
15.5	1	0.1%
15	3	0.4%
14.415	1	0.1%
14	3	0.4%
13.875	2	0.3%

A8
Categorical

High correlation

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	33.8 KiB

1	361
0	329

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	690
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	361	52.3%
0	329	47.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	361	52.3%
0	329	47.7%

Most occurring characters

Value	Count	Frequency (%)
1	361	52.3%
0	329	47.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	361	52.3%
0	329	47.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	361	52.3%
0	329	47.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	361	52.3%
0	329	47.7%

A9
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	33.8 KiB

0	395
1	295

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	690
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	395	57.2%
1	295	42.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	395	57.2%
1	295	42.8%

Most occurring characters

Value	Count	Frequency (%)
0	395	57.2%
1	295	42.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	395	57.2%
1	295	42.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	395	57.2%
1	295	42.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	395	57.2%
1	295	42.8%

A10
Real number (ℝ)

Zeros

Distinct	23
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4

Minimum	0
Maximum	67
Zeros	395
Zeros (%)	57.2%
Negative	0
Negative (%)	0.0%
Memory size	5.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	11
Maximum	67
Range	67
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.86294
Coefficient of variation (CV)	2.026225
Kurtosis	50.829431
Mean	2.4
Median Absolute Deviation (MAD)	0
Skewness	5.1525199
Sum	1656
Variance	23.648186
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	395	57.2%
1	71	10.3%
2	45	6.5%
3	28	4.1%
6	23	3.3%
11	19	2.8%
5	18	2.6%
7	16	2.3%
4	15	2.2%
9	10	1.4%
Other values (13)	50	7.2%

Value	Count	Frequency (%)
0	395	57.2%
1	71	10.3%
2	45	6.5%
3	28	4.1%
4	15	2.2%
5	18	2.6%
6	23	3.3%
7	16	2.3%
8	10	1.4%
9	10	1.4%

Value	Count	Frequency (%)
67	1	0.1%
40	1	0.1%
23	1	0.1%
20	2	0.3%
19	1	0.1%
17	2	0.3%
16	3	0.4%
15	4	0.6%
14	8	1.2%
13	1	0.1%

A11
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	33.8 KiB

0	374
1	316

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	690
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	374	54.2%
1	316	45.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	374	54.2%
1	316	45.8%

Most occurring characters

Value	Count	Frequency (%)
0	374	54.2%
1	316	45.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	374	54.2%
1	316	45.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	374	54.2%
1	316	45.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	374	54.2%
1	316	45.8%

A12
Categorical

Imbalance

Distinct	3
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	33.8 KiB

2	625
1	57
3	8

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	690
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	625	90.6%
1	57	8.3%
3	8	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	625	90.6%
1	57	8.3%
3	8	1.2%

Most occurring characters

Value	Count	Frequency (%)
2	625	90.6%
1	57	8.3%
3	8	1.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	625	90.6%
1	57	8.3%
3	8	1.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	625	90.6%
1	57	8.3%
3	8	1.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	625	90.6%
1	57	8.3%
3	8	1.2%

A13
Real number (ℝ)

Zeros

Distinct	171
Distinct (%)	24.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	184.01449

Minimum	0
Maximum	2000
Zeros	132
Zeros (%)	19.1%
Negative	0
Negative (%)	0.0%
Memory size	5.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	80
median	160
Q3	272
95-th percentile	460
Maximum	2000
Range	2000
Interquartile range (IQR)	192

Descriptive statistics

Standard deviation	172.15927
Coefficient of variation (CV)	0.93557454
Kurtosis	19.926698
Mean	184.01449
Median Absolute Deviation (MAD)	100
Skewness	2.7499117
Sum	126970
Variance	29638.815
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	132	19.1%
120	35	5.1%
200	35	5.1%
160	34	4.9%
80	30	4.3%
100	30	4.3%
280	22	3.2%
180	18	2.6%
140	16	2.3%
320	14	2.0%
Other values (161)	324	47.0%

Value	Count	Frequency (%)
0	132	19.1%
17	1	0.1%
20	2	0.3%
21	1	0.1%
22	1	0.1%
24	1	0.1%
28	1	0.1%
29	1	0.1%
30	1	0.1%
32	1	0.1%

Value	Count	Frequency (%)
2000	1	0.1%
1160	1	0.1%
980	1	0.1%
928	1	0.1%
840	1	0.1%
760	1	0.1%
720	2	0.3%
711	1	0.1%
680	1	0.1%
640	1	0.1%

A14
Real number (ℝ)

Distinct	240
Distinct (%)	34.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1018.3855

Minimum	1
Maximum	100001
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	6
Q3	396.5
95-th percentile	4120.4
Maximum	100001
Range	100000
Interquartile range (IQR)	395.5

Descriptive statistics

Standard deviation	5210.1026
Coefficient of variation (CV)	5.1160416
Kurtosis	214.66997
Mean	1018.3855
Median Absolute Deviation (MAD)	5
Skewness	13.140655
Sum	702686
Variance	27145169
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	295	42.8%
2	29	4.2%
501	10	1.4%
1001	10	1.4%
3	9	1.3%
301	8	1.2%
6	8	1.2%
7	8	1.2%
201	6	0.9%
4	6	0.9%
Other values (230)	301	43.6%

Value	Count	Frequency (%)
1	295	42.8%
2	29	4.2%
3	9	1.3%
4	6	0.9%
5	5	0.7%
6	8	1.2%
7	8	1.2%
8	4	0.6%
9	2	0.3%
10	1	0.1%

Value	Count	Frequency (%)
100001	1	0.1%
51101	1	0.1%
50001	1	0.1%
31286	1	0.1%
26727	1	0.1%
18028	1	0.1%
15109	1	0.1%
15001	1	0.1%
13213	1	0.1%
11203	1	0.1%

Class
Categorical

High correlation

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	33.8 KiB

0	383
1	307

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	690
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	383	55.5%
1	307	44.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	383	55.5%
1	307	44.5%

Most occurring characters

Value	Count	Frequency (%)
0	383	55.5%
1	307	44.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	383	55.5%
1	307	44.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	383	55.5%
1	307	44.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	690	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	383	55.5%
1	307	44.5%

	A1	A10	A11	A12	A13	A14	A2	A3	A4	A5	A6	A7	A8	A9	Class	CustomerID
A1	1.000	0.000	0.034	0.051	0.107	0.003	0.073	0.057	0.035	0.287	0.165	0.014	0.000	0.047	0.000	0.000
A10	0.000	1.000	0.085	0.000	-0.134	0.427	0.118	0.204	0.071	0.223	0.100	0.315	0.338	0.455	0.370	0.014
A11	0.034	0.085	1.000	0.052	0.176	0.010	0.095	0.100	0.024	0.067	0.115	0.119	0.080	0.000	0.000	0.129
A12	0.051	0.000	0.052	1.000	0.084	0.233	0.060	0.100	0.182	0.186	0.091	0.000	0.139	0.243	0.102	0.031
A13	0.107	-0.134	0.176	0.084	1.000	-0.065	-0.009	-0.294	0.056	0.058	0.081	-0.037	0.047	0.000	0.030	-0.029
A14	0.003	0.427	0.010	0.233	-0.065	1.000	0.040	0.106	0.493	0.120	0.067	0.087	0.087	0.013	0.116	0.023
A2	0.073	0.118	0.095	0.060	-0.009	0.040	1.000	0.115	0.064	-0.058	0.093	0.256	0.217	0.106	0.159	0.013
A3	0.057	0.204	0.100	0.100	-0.294	0.106	0.115	1.000	0.220	0.050	0.105	0.266	0.237	0.168	0.222	0.054
A4	0.035	0.071	0.024	0.182	0.056	0.493	0.064	0.220	1.000	0.069	0.200	0.130	0.141	0.170	0.189	0.000
A5	0.287	0.223	0.067	0.186	0.058	0.120	-0.058	0.050	0.069	1.000	0.328	0.237	0.297	0.233	0.355	-0.056
A6	0.165	0.100	0.115	0.091	0.081	0.067	0.093	0.105	0.200	0.328	1.000	0.329	0.251	0.067	0.235	-0.044
A7	0.014	0.315	0.119	0.000	-0.037	0.087	0.256	0.266	0.130	0.237	0.329	1.000	0.294	0.171	0.279	0.052
A8	0.000	0.338	0.080	0.139	0.047	0.087	0.217	0.237	0.141	0.297	0.251	0.294	1.000	0.428	0.717	0.106
A9	0.047	0.455	0.000	0.243	0.000	0.013	0.106	0.168	0.170	0.233	0.067	0.171	0.428	1.000	0.454	0.000
Class	0.000	0.370	0.000	0.102	0.030	0.116	0.159	0.222	0.189	0.355	0.235	0.279	0.717	0.454	1.000	0.031
CustomerID	0.000	0.014	0.129	0.031	-0.029	0.023	0.013	0.054	0.000	-0.056	-0.044	0.052	0.106	0.000	0.031	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	CustomerID	A1	A2	A3	A4	A5	A6	A7	A8	A9	A10	A11	A12	A13	A14	Class
0	15776156	1	22.08	11.460	2	4	4	1.585	0	0	0	1	2	100	1213	0
1	15739548	0	22.67	7.000	2	8	4	0.165	0	0	0	0	2	160	1	0
2	15662854	0	29.58	1.750	1	4	4	1.250	0	0	0	1	2	280	1	0
3	15687688	0	21.67	11.500	1	5	3	0.000	1	1	11	1	2	0	1	1
4	15715750	1	20.17	8.170	2	6	4	1.960	1	1	14	0	2	60	159	1
5	15571121	0	15.83	0.585	2	8	8	1.500	1	1	2	0	2	100	1	1
6	15726466	1	17.42	6.500	2	3	4	0.125	0	0	0	0	2	60	101	0
7	15660390	0	58.67	4.460	2	11	8	3.040	1	1	6	0	2	43	561	1
8	15663942	1	27.83	1.000	1	2	8	3.000	0	0	0	0	2	176	538	0
9	15638610	0	55.75	7.080	2	4	8	6.750	1	1	3	1	2	100	51	0

	CustomerID	A1	A2	A3	A4	A5	A6	A7	A8	A9	A10	A11	A12	A13	A14	Class
680	15790689	1	21.17	0.000	2	8	4	0.500	0	0	0	1	1	0	1	0
681	15665181	1	35.25	16.500	1	8	4	4.000	1	0	0	0	2	80	1	0
682	15633608	0	22.92	11.585	2	13	4	0.040	1	0	0	0	2	80	1350	1
683	15805261	0	48.17	1.335	2	3	7	0.335	0	0	0	0	2	0	121	0
684	15740356	1	43.00	0.290	1	13	8	1.750	1	1	8	0	2	100	376	1
685	15808223	1	31.57	10.500	2	14	4	6.500	1	0	0	0	2	0	1	1
686	15769980	1	20.67	0.415	2	8	4	0.125	0	0	0	0	2	0	45	0
687	15675450	0	18.83	9.540	2	6	4	0.085	1	0	0	0	2	100	1	1
688	15776494	0	27.42	14.500	2	14	8	3.085	1	1	1	0	2	120	12	1
689	15592412	1	41.00	0.040	2	10	4	0.040	0	1	1	0	1	560	1	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)